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It selects candidate features with both the maximum relevance for the target and the minimum redundancy relative to the features already selected.
Those metabolites, which have the best trade-off between the maximum relevance to the sample class and the minimum redundancy, were considered as "good" biomarkers.
According to the Maximum Relevance criterion, the feature to be selected should have the maximal correlation with the class variable; while according to the Minimum Redundancy criterion, the feature to be selected should have minimal redundancy to the already selected features.
The maximum relevancy minimum redundancy (mRMR) method [ 14] is used to rank features based on the criterion of maximum relevance to the target and the minimum redundancy between features.
SU lists the ranked 256 features with the maximum relevance to the class of samples.
One example is MRNET [ 26], which applies the maximum relevance/minimum redundancy (MRMR) [ 27] principle to rank the set of transcription factors according to the difference between mutual information with the target transcript (maximum relevance) and the average mutual information with all the previously ranked transcription factors (minimum redundancy).
The close engagement of clinicians in the planning, implementation and evaluation will ensure a maximum relevance of the project to the local context of clinical practice, including rural and remote settings.
The first term in the equation is the maximum relevance condition, and the second term is the minimum redundancy condition.
The model has been designed to have maximum relevance in the United Kingdom context, although many of the core processes are likely to generalise more widely.
A smaller index of a feature denotes that it has a better trade-off between maximum relevance to the target and minimum redundancy to the features.
A "good" feature is characterized by maximum relevance with the target variable and minimum redundancy within the features.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com